Voice biometrics is rapidly emerging as a powerful and secure solution for user authentication. Unlike traditional methods such as passwords or PINs, which can be easily compromised, voice biometrics leverages the unique characteristics of an individual's voice to verify their identity. These technologies analyze vocal features, including pitch, in